MARKET CONNECTIONS, INC.

Author

Joseph H

1 Intoduction

Hello, I’m Joseph from Morocco.

Inspired by Hans Rosling’s TED Talk, I taught myself data scraping, analysis, and visualization.
This non-academic approach has given me a unique perspective, as reflected in my projects—though it also means I may require a thorough onboarding process to align with team standards.

I’m open to starting as an intern, either full-time or part-time. Regarding time zones, I’m in UTC+1, but I’m flexible and can adjust my schedule to accommodate the team’s needs.

Feel free to reach me at joseph.ergo@proton.me, and to visit my website for more projects josephelhaddad.github.io.

This custom report, generated from processing 1.4 TB of public data locally, aims to explore the workforce dynamics of a company—up to 2020.
Essentially, I am doing research on a company that does research.

2 About the project

The project came to life after realizing that web scraping doesn’t allow deep-level filtering—without consuming too much time.The irony is, this project itself took me about a month, but the final RDB contains more data than I could ever scrape.

The raw data was 1.4 TB in size and holds information previously scraped.
Processing was done on my local machine using Python, Polars, and DuckDB, following this workflow:
- Processed raw data into structured Parquet files using Polars.
- Transformed each Parquet file into mini RDBs using Polars.
- Merged all mini RDBs into one using DuckDB.
- Analyzed and filtered data to fit the current project.

Alt text

3 EDA

3.1 market research indestry’s yearly new recruit count

3.2 market connections, inc.’s workforce status over the years

4 Workforce sample

4.1 Aaron Daniels

Job title: Member, board of advisors
Associated: True
Socials: https://linkedin.com/in/aaron-daniels-92a0751 | https://linkedin.com/in/aarondanielscxo

4.1.1 Aaron Daniels’s working period at market connections, inc.

4.1.2 Gantt plot of Aaron Daniels’s experience

4.2 Caitlin Jamali

Job title: Research analyst
Associated: False
Socials: https://linkedin.com/in/caitlin-jamali-0679b010

4.2.1 Caitlin Jamali’s working period at market connections, inc.

4.2.2 Gantt plot of Caitlin Jamali’s experience

4.3 Cynthia Poole

Job title: Strategic account director
Associated: False
Socials: https://twitter.com/asacynthiap | https://linkedin.com/in/cynthia-poole-41a93b4 | https://linkedin.com/in/cynthiamdd | https://linkedin.com/in/cynthiampoole

4.3.1 Cynthia Poole’s working period at market connections, inc.

4.3.2 Gantt plot of Cynthia Poole’s experience

4.4 Elizabeth Lowery

Job title: Research manager
Associated: True
Socials: https://linkedin.com/in/elizabeth-lowery-b4b80925 | https://linkedin.com/in/lizlowery

4.4.1 Elizabeth Lowery’s working period at market connections, inc.

4.4.2 Gantt plot of Elizabeth Lowery’s experience

4.5 Jared Shellaway

Job title: Senior director, research services
Associated: True
Socials: https://linkedin.com/in/jaredshellaway | https://linkedin.com/in/jared-shellaway-0447854 | https://facebook.com/jaredshellaway

4.5.1 Jared Shellaway’s working period at market connections, inc.

4.5.2 Gantt plot of Jared Shellaway’s experience

4.6 John Kagia

Job title: Director, research services
Associated: False
Socials: https://linkedin.com/in/johnkagia | https://meetup.com/members/13884451 | https://twitter.com/jkagia | https://linkedin.com/in/john-kagia-b0aa35 | https://facebook.com/john.kagia

4.6.1 John Kagia’s working period at market connections, inc.

4.6.2 Gantt plot of John Kagia’s experience

4.7 Jonathan Searle

Job title: V.p sales
Associated: False
Socials: https://linkedin.com/in/jonathan-searle-858a276

4.7.1 Jonathan Searle’s working period at market connections, inc.

4.7.2 Gantt plot of Jonathan Searle’s experience

4.8 Katie Naquin

Job title: Market research intern
Associated: False
Socials: https://linkedin.com/in/katie-naquin-86b8ab3a

4.8.1 Katie Naquin’s working period at market connections, inc.

4.8.2 Gantt plot of Katie Naquin’s experience

4.9 Laurie Morrow

Job title: Vice president, research strategy
Associated: True
Socials: https://linkedin.com/in/laurie-morrow-ba501325

4.9.1 Laurie Morrow’s working period at market connections, inc.

4.9.2 Gantt plot of Laurie Morrow’s experience

4.10 Molly Huie

Job title: Senior research analyst
Associated: False
Socials: https://twitter.com/mollyhuie | https://linkedin.com/in/mollyhuie

4.10.1 Molly Huie’s working period at market connections, inc.

4.10.2 Gantt plot of Molly Huie’s experience

4.11 Monica Mayk

Job title: Vice president of client services and executive editor of fedpulse.com
Associated: False
Socials: https://twitter.com/monicamayk | https://facebook.com/mayk.monica | https://linkedin.com/in/monicamayk

4.11.1 Monica Mayk’s working period at market connections, inc.

4.11.2 Gantt plot of Monica Mayk’s experience

4.12 Nicole Bourke

Job title: Senior research analyst
Associated: False
Socials: https://linkedin.com/in/nicolebourke | https://facebook.com/nicole.d.bourke

4.12.1 Nicole Bourke’s working period at market connections, inc.

4.12.2 Gantt plot of Nicole Bourke’s experience

4.13 Nina Zambrano

Job title: Sales development
Associated: True
Socials: https://linkedin.com/in/nina-zambrano-261a4268

4.13.1 Nina Zambrano’s working period at market connections, inc.

4.13.2 Gantt plot of Nina Zambrano’s experience

4.14 Rosita Thomas

Job title: Director of research services
Associated: True
Socials: https://linkedin.com/in/rosita-thomas-7682565

4.14.1 Rosita Thomas’s working period at market connections, inc.

4.14.2 Gantt plot of Rosita Thomas’s experience

4.15 Sarah Wholey

Job title: Market research analyst
Associated: False
Socials: https://linkedin.com/in/sarahwholey

4.15.1 Sarah Wholey’s working period at market connections, inc.

4.15.2 Gantt plot of Sarah Wholey’s experience

4.16 Sieglinde Gooding

Job title: Director, public sector programs
Associated: False
Socials: https://linkedin.com/in/sieglindegooding | https://facebook.com/sieg.gooding | https://gravatar.com/sieggoods | https://quora.com/sieglinde-gooding | https://flickr.com/people/sieg.gooding | https://about.me/sieg.gooding | https://pinterest.com/siegooding | https://meetup.com/members/12930311 | https://foursquare.com/user/36078670 | https://linkedin.com/in/sieggoods | https://twitter.com/sieggoods